• Title/Summary/Keyword: diabetes complications

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Classification of Machine Learning Techniques for Diabetic Diseases Prediction

  • Sheetal Mahlan;Sukhvinder Singh Deora
    • International Journal of Computer Science & Network Security
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    • v.23 no.12
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    • pp.204-212
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    • 2023
  • Diabetes is a condition that can be brought on by a variety of different factors, some of which include, but are not limited to, the following: age, a lack of physical activity, a sedentary lifestyle, a family history of diabetes, high blood pressure, depression and stress, inappropriate eating habits, and so on. Diabetes is a disorder that can be brought on by a number of different factors. A chronic disorder that may lead to a wide range of complications. Diabetes mellitus is synonymous with diabetes. There is a correlation between diabetes and an increased chance of having a variety of various ailments, some of which include, but are not limited to, cardiovascular disease, nerve damage, and eye difficulties. There are a number of illnesses that are connected to kidney dysfunction, including stroke. According to the figures provided by the International Diabetes Federation, there are more than 382 million people all over the world who are afflicted with diabetes. This number will have risen during the years in order to reach 592 million by the year 2035. There are a substantial number of people who become victims on a regular basis, and a significant percentage of those people are uninformed of whether or not they have it. The individuals who are most adversely impacted by it are those who are between the ages of 25 and 74 years old. This paper reviews about various machine learning techniques used to detect diabetes mellitus.

Diagnosis of neuropathic foot of diabetics using photo-plethysmography (용적맥파 측정법을 이용한 신경병증 당뇨병 족부질환의 진단)

  • Nam, Ki-Chang;Ryu, Chang-Yong;Jung, Won-Hyuk;Kim, Jin-Tae;Park, Joong-Hoon;Kim, Deok-Won
    • Proceedings of the KIEE Conference
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    • 2005.05a
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    • pp.39-41
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    • 2005
  • The population of diabetes is continuously increasing because of the economic development and the lifestyle modification. If diabetes become chronic condition, it can cause various complications. Among many other complications, diabetic foot is the most fatal issue since it may require amputation of the legs. Diabetic foot has three different types such as neuropathic, neuro-ischemic and ischemic. Among these types, patients of neuropathic foot experience sensory abnormality. Nerve conduction velocity (NCV) is used for diagnosing neuropathic foot but this method uses strong electric stimulus to cause severe pain to the patients In this study, two channel photo-plethysmography was used as noninvasive screening tool for distinguish neuropathic foot and normal group by observing blood flow of both finger and toe simultaneously.

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Baicalin, baicalein and wogonin inhibits high glucose-induced vascular inflammation in vitro and in vivo

  • Ku, Sae-Kwang;Bae, Jong-Sup
    • BMB Reports
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    • v.48 no.9
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    • pp.519-524
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    • 2015
  • Vascular inflammatory process has been suggested to play a key role in initiation and progression of atherosclerosis, a major complication of diabetes mellitus. Thus, in this study, we attempted to determine whether three structurally related polyphenols found in the Chinese herb Huang Qui, namely baicalin, baicalein, and wogonin, can suppress vascular inflammatory processes induced by high glucose (HG) in human umbilical vein endothelial cells (HUVECs) and mice. Data showed that HG induced markedly increased vascular permeability, monocyte adhesion, expressions of cell adhesion molecules (CAMs), formation of reactive oxygen species (ROS) and activation of nuclear factor (NF)-κB. Remarkably, all of the above mentioned vascular inflammatory effects of HG were attenuated by pretreatment with baicalin, baicalein, and wogonin. Vascular inflammatory responses induced by HG are critical events underlying development of various diabetic complications, therefore, our results suggest that baicalin, baicalein, and wogonin may have significant therapeutic benefits against diabetic complications and atherosclerosis. [BMB Reports 2015; 48(9): 519-524]

Glycation-induced Inactivation of Antioxidant Enzymes and Modulation of Cellular Redox Status in Lens Cells

  • Shin, Ai-Hyang;Oh, Chang-Joo;Park, Jeen-Woo
    • Archives of Pharmacal Research
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    • v.29 no.7
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    • pp.577-581
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    • 2006
  • Oxidative mechanisms are thought to have a major role in cataract formation and diabetic complications. Antioxidant enzymes play an essential role in the antioxidant system of the cells that work to maintain low steady-state concentrations of the reactive oxygen species. When HLE-B3 cells, a human lens cell line were exposed to 50-100 mM glucose for 3 days, decrease of viability, inactivation of antioxidant enzymes, and modulation of cellular redox status were observed. Significant increase of cellular oxidative damage reflected by lipid peroxidation and DNA damage were also found. The glycation-mediated inactivation of antioxidant enzymes may result in the perturbation of cellular antioxidant defense mechanisms and subsequently lead to a pro-oxidant condition and may contribute to various pathologies associated with the long term complications of diabetes.

A study and the growth and the development of microvascular complications in patients with type 1 diabetes mellitus (1형 당뇨병 환자의 성장과 미세혈관 합병증 발생에 대한 연구)

  • Lee, Young Ah;Yun, Kyong-Ah;Shin, Choong Ho;Yang, Sei Won
    • Clinical and Experimental Pediatrics
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    • v.50 no.2
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    • pp.190-197
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    • 2007
  • Purpose : Reduced growth and microvascular complications have been recognized as consequences of type 1 diabetes mellitus (T1DM). We assessed the effect of T1DM on growth and factors associated with the development of microvascular complications. Methods : We conducted a retrospective longitudinal evaluation of 154 patients above 16 years of age. We analyzed factors which affect final height standard deviation scores (SDS) and development of microvascular complications. Results : Final height SDS was $-0.11{\pm}1.15$ ($-0.26{\pm}1.33$ in females, $0.04{\pm}0.91$ in males). Final height SDS was significantly lower than midparental height SDS and height SDS at diagnosis. There was no difference in final height SDS according to age at onset, existence or nonexistence of complications, or average $HbA_{1C}$. Height SDS at onset of puberty, midparental height SDS and pubertal growth gain affected final height SDS. The number of patients with complications was 37 (24 percent). Microvascular complications developed at a younger age and after longer duration of diabetes in patients with a prepubertal onset of T1DM compared to patients with pubertal onset. Patients with complications had a higher level of average $HbA_{1C}$ than patients without complications. Patients whose microalbuminuria regressed had lower levels of average $HbA_{1C}$, systolic BP, second 24h urine microalbumin than patients with persistant or progressed microalbuminuria. Conclusion : The results suggest that degrees of glycemic control don't affect final height, but various factors associated with T1DM can impair growth potential. Additionally, the degrees of glycemic control and puberty affect the development of microvascular complications.

The role of lipids in the pathogenesis and treatment of type 2 diabetes and associated co-morbidities

  • Erion, Derek M.;Park, Hyun-Jun;Lee, Hui-Young
    • BMB Reports
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    • v.49 no.3
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    • pp.139-148
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    • 2016
  • In the past decade, the incidence of type 2 diabetes (T2D) has rapidly increased, along with the associated cardiovascular complications. Therefore, understanding the pathophysiology underlying T2D, the associated complications and the impact of therapeutics on the T2D development has critical importance for current and future therapeutics. The prevailing feature of T2D is hyperglycemia due to excessive hepatic glucose production, insulin resistance, and insufficient secretion of insulin by the pancreas. These contribute to increased fatty acid influx into the liver and muscle causing accumulation of lipid metabolites. These lipid metabolites cause dyslipidemia and non-alcoholic fatty liver disease, which ultimately contributes to the increased cardiovascular risk in T2D. Therefore, understanding the mechanisms of hepatic insulin resistance and the specific role of liver lipids is critical in selecting and designing the most effective therapeutics for T2D and the associated co-morbidities, including dyslipidemia and cardiovascular disease. Herein, we review the effects and molecular mechanisms of conventional anti-hyperglycemic and lipid-lowering drugs on glucose and lipid metabolism.

Clinical Study of Moxibustion on The Complication of Diabetes Mellitus (당뇨 합병증에 대한 구치료의 임상적 연구)

  • Lee Hyun Min;Jo Hoon Seuk;Shin Woo Jin;Seu Sang Ho;Park Dong il;Hong Hoon Sang;Kim Jong Won
    • Journal of Physiology & Pathology in Korean Medicine
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    • v.18 no.1
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    • pp.294-300
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    • 2004
  • The purpose of this study was to investigate the effects of oxibustion on complications of Diabetes Millitus. We collected 23 patients with glycosurea complications in Songeui Oriental Hospital from April, 2003 to July, 2003, and then expremented Moxibustion, medical examinations and laboratory test for 4 weeks. At the symptons change : Among the symptons which the number over 5 persons of patients is reserved, dysaesthesia of limbs, neuralgic pain, urinary frequent urination, dpontaneous perspiration, thirst, decrease of body weight and malaise showed the improvement over 60%(n=23). Level of FBS was don't have the significant meaning however showed the tendency of the desent, and level of HbA1c significantly decreased after treatment(P&0.001)(n=19).

Analysis of the Risk Factors for Lower Extremity Amputation due to Diabetic Foot Complications (당뇨병성 족부 합병증에 따른 하지 절단술의 위험 인자에 대한 분석)

  • Jung, Hong-Geun;Kim, You-Jin;Shim, Shang-Ho;Kim, Hee-Jin
    • Journal of Korean Foot and Ankle Society
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    • v.11 no.2
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    • pp.149-153
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    • 2007
  • Purpose: To evaluate the possible risk factors of lower extremity amputations in diabetic foot patients. Materials and Methods: The study is based on 37 patients who received lower extremity amputations from April, 1997 to February 2005 due to diabetic foot complications with at least 1 year follow up. As for the control group, 49 diabetes patients who had been treated at the endocrinology department for at least 1 year without any diabetic foot complication were evaluated. As for the possible risk factors, age, gender, duration of diabetes mellitus, body mass index, Hb A1c, blood glucose level, total cholesterol, s-creatinine, C-peptide, smoking, alcohol, hypertension, cardiovascular disease, CVA, retinopathy and neuropathy were investigated. Results: Among the possible risk factors evaluated, age, Hb A1c, smoking, neuropathy and blood glucose level factors showed statistically significant difference between the diabetic amputation and the control group. Conclusion: In reducing the risk of the lower extremity amputations in the diabetic patients due to diabetic foot complications, strict control of blood glucose level and cessation of smoking were found to be utmost important.

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Nonpharmacological management and psychosocial support for children and adolescents with type 1 diabetes

  • Yoo, Jae-Ho
    • Clinical and Experimental Pediatrics
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    • v.54 no.2
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    • pp.45-50
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    • 2011
  • Compared to that in the Caucasian population, type 1 diabetes mellitus (T1DM) incidence rates are very low in Koreans. Therefore, compared to the recent development of pharmacological therapy applicable to Korean children with T1DM, interest in nonpharmacological therapy and psychosocial support systems remains low, as is the development of Korean-style T1DM education programs for therapeutic application. Children who have been newly diagnosed with diabetes are placed in completely new environments for treatment. For appropriate control of diabetes, patients have to self-monitor blood glucose levels and inject insulin several times a day and must use extreme self-control when they eat foods to avoid increases in blood glucose levels. Blood glucose excursions resulting from impaired pancreatic ${\beta}$ cell functions cause mental stress due to vague fears of chronic complications of diabetes. In addition, children with diabetes cannot be excluded from the substantial amount of studies required of Korean adolescents, and the absolute shortage of time for ideal control of diabetes adds to their mental stress. Many of these patients are psychologically isolated in school where they spend most of their time, and they are not appropriately considered or supported with respect to blood glucose control in many cases. In this respect, this author will introduce some of the newest views on nonpharmacological therapy and psychosocial support systems that account for important parts of T1DM management and seek measures to apply them in conformity with the social characteristics of Korea.

A study on relationship between HbA1c, WHR, WTR and compliance in elderly diabetes mellitus patients (노인 당뇨병 환자의 당화혈색소, 허리/엉덩이둘레, 허리/허벅지둘레 및 치료지시이행과의 관계)

  • Yoo, Yong Kwon;Song, Min Sun
    • Journal of Home Health Care Nursing
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    • v.22 no.1
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    • pp.14-21
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    • 2015
  • Purpose: The purpose of this study was to identify relationships between HbA1c (Glycosylated Hemoglobin), WHR (Waist hip ratio), WTR (Waist thigh ratio) and compliance in elderly diabetes mellitus patients aged 65 years or over. Method: We conducted a survey and measured HbA1c, WHR, WTR in a total of 180 elderly patients with diabetes from 5 May 2014 to 30 May 2014. The data were analyzed by t-test, ANOVA, and Pearson's Correlation Coefficient using the SPSS program. Results: There were no significant differences in diabetes-related characteristics for HbA1c, WHR and WTR. However, patients with a family history had low compliance scores (p=.004). Furthermore, patients who visited the hospital regularly had higher compliance scores than patients who visited hospital when they were sick (p<.001). Patients with diabetic complications had low treatment compliance scores (p=.001). In addition, WHR and WTR (r=0.47, p<.001). and WHR and compliance (r=0.15, p=.045) showed positive correlation. Conclusion: For elderly diabetes mellitus patients, diabetes-related characteristics and compliance were highly related, so it is necessary to improve compliance for managing diabetes mellitus.